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authorSimon Obute <simon.obute@arm.com>2021-09-03 15:50:13 +0100
committerTeresa Charlin <teresa.charlinreyes@arm.com>2021-09-24 16:06:30 +0100
commit51f67776a695c217a32596af806afeeb080f5528 (patch)
tree33ccfd87ba365bcc6fc86d5a2181991a130b3061 /src/backends/reference
parentf10b15a8946f39bdf3f60cebc59d2963069eedca (diff)
downloadarmnn-51f67776a695c217a32596af806afeeb080f5528.tar.gz
IVGCVSW-3705 Add Channel Shuffle Front end and Ref Implementation
* Add front end * Add reference workload * Add unit tests * Add Serializer and Deserializer * Update ArmNN Versioning Signed-off-by: Simon Obute <simon.obute@arm.com> Change-Id: I9ac1f953af3974382eac8e8d62d794d2344e8f47
Diffstat (limited to 'src/backends/reference')
-rw-r--r--src/backends/reference/RefLayerSupport.cpp33
-rw-r--r--src/backends/reference/RefLayerSupport.hpp5
-rw-r--r--src/backends/reference/RefWorkloadFactory.cpp6
-rw-r--r--src/backends/reference/RefWorkloadFactory.hpp3
-rw-r--r--src/backends/reference/backend.mk1
-rw-r--r--src/backends/reference/test/RefLayerTests.cpp7
-rw-r--r--src/backends/reference/workloads/CMakeLists.txt3
-rw-r--r--src/backends/reference/workloads/RefChannelShuffleWorkload.cpp83
-rw-r--r--src/backends/reference/workloads/RefChannelShuffleWorkload.hpp25
-rw-r--r--src/backends/reference/workloads/RefWorkloads.hpp1
10 files changed, 167 insertions, 0 deletions
diff --git a/src/backends/reference/RefLayerSupport.cpp b/src/backends/reference/RefLayerSupport.cpp
index 5eba3e5919..aaf9aa0e7c 100644
--- a/src/backends/reference/RefLayerSupport.cpp
+++ b/src/backends/reference/RefLayerSupport.cpp
@@ -333,6 +333,39 @@ bool RefLayerSupport::IsCastSupported(const TensorInfo& input,
return supported;
}
+bool RefLayerSupport::IsChannelShuffleSupported(const TensorInfo& input,
+ const TensorInfo& output,
+ const ChannelShuffleDescriptor& descriptor,
+ Optional<std::string&> reasonIfUnsupported) const
+{
+ IgnoreUnused(descriptor);
+ bool supported = true;
+
+ // Define supported output and inputs types.
+ std::array<DataType, 7> supportedTypes =
+ {
+ DataType::BFloat16,
+ DataType::Float32,
+ DataType::Float16,
+ DataType::QAsymmS8,
+ DataType::QAsymmU8,
+ DataType::QSymmS8,
+ DataType::QSymmS16
+ };
+
+ supported &= CheckSupportRule(TypeAnyOf(input, supportedTypes), reasonIfUnsupported,
+ "Reference ChannelShuffle: input is not a supported type.");
+
+ supported &= CheckSupportRule(TypeAnyOf(output, supportedTypes), reasonIfUnsupported,
+ "Reference ChannelShuffle: output is not a supported type.");
+
+ supported &= CheckSupportRule(TypesAreEqual(input, output), reasonIfUnsupported,
+ "Reference ChannelShuffle: input and output types are mismatched.");
+
+ return supported;
+}
+
+
bool RefLayerSupport::IsComparisonSupported(const TensorInfo& input0,
const TensorInfo& input1,
const TensorInfo& output,
diff --git a/src/backends/reference/RefLayerSupport.hpp b/src/backends/reference/RefLayerSupport.hpp
index a1b4dc7f47..2693dc1779 100644
--- a/src/backends/reference/RefLayerSupport.hpp
+++ b/src/backends/reference/RefLayerSupport.hpp
@@ -50,6 +50,11 @@ public:
const TensorInfo& output,
Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
+ bool IsChannelShuffleSupported(const TensorInfo& input,
+ const TensorInfo& output,
+ const ChannelShuffleDescriptor& descriptor,
+ Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
+
bool IsComparisonSupported(const TensorInfo& input0,
const TensorInfo& input1,
const TensorInfo& output,
diff --git a/src/backends/reference/RefWorkloadFactory.cpp b/src/backends/reference/RefWorkloadFactory.cpp
index 16cf17cc79..681b73a748 100644
--- a/src/backends/reference/RefWorkloadFactory.cpp
+++ b/src/backends/reference/RefWorkloadFactory.cpp
@@ -183,6 +183,12 @@ std::unique_ptr<IWorkload> RefWorkloadFactory::CreateCast(const CastQueueDescrip
return std::make_unique<RefCastWorkload>(descriptor, info);
}
+std::unique_ptr<IWorkload> RefWorkloadFactory::CreateChannelShuffle(const ChannelShuffleQueueDescriptor &descriptor,
+ const WorkloadInfo &info) const
+{
+ return std::make_unique<RefChannelShuffleWorkload>(descriptor,info);
+}
+
std::unique_ptr<IWorkload> RefWorkloadFactory::CreateComparison(const ComparisonQueueDescriptor& descriptor,
const WorkloadInfo& info) const
{
diff --git a/src/backends/reference/RefWorkloadFactory.hpp b/src/backends/reference/RefWorkloadFactory.hpp
index 113aca70ef..fe3eb54795 100644
--- a/src/backends/reference/RefWorkloadFactory.hpp
+++ b/src/backends/reference/RefWorkloadFactory.hpp
@@ -88,6 +88,9 @@ public:
std::unique_ptr<IWorkload> CreateCast(const CastQueueDescriptor& descriptor,
const WorkloadInfo& info) const override;
+ std::unique_ptr<IWorkload> CreateChannelShuffle(const ChannelShuffleQueueDescriptor& descriptor,
+ const WorkloadInfo& info) const override;
+
std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor,
const WorkloadInfo& info) const override;
diff --git a/src/backends/reference/backend.mk b/src/backends/reference/backend.mk
index 17ddbe0df1..2dc2bc4919 100644
--- a/src/backends/reference/backend.mk
+++ b/src/backends/reference/backend.mk
@@ -49,6 +49,7 @@ BACKEND_SOURCES := \
workloads/RefBatchNormalizationWorkload.cpp \
workloads/RefBatchToSpaceNdWorkload.cpp \
workloads/RefCastWorkload.cpp \
+ workloads/RefChannelShuffleWorkload.cpp \
workloads/RefComparisonWorkload.cpp \
workloads/RefConcatWorkload.cpp \
workloads/RefConstantWorkload.cpp \
diff --git a/src/backends/reference/test/RefLayerTests.cpp b/src/backends/reference/test/RefLayerTests.cpp
index 18490e29c7..b0855151de 100644
--- a/src/backends/reference/test/RefLayerTests.cpp
+++ b/src/backends/reference/test/RefLayerTests.cpp
@@ -1398,6 +1398,13 @@ ARMNN_AUTO_TEST_CASE_WITH_THF(SimpleReshapeQuantisedSymm16, SimpleReshapeTest<Da
ARMNN_AUTO_TEST_CASE_WITH_THF(Reshape5d, Reshape5dTest<DataType::Float32>)
ARMNN_AUTO_TEST_CASE_WITH_THF(ReshapeBoolean, ReshapeBooleanTest)
+// ChannelShuffle
+ARMNN_AUTO_TEST_CASE_WITH_THF(SimpleChannelShuffleFloat32, SimpleChannelShuffleTest<DataType::Float32>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(SimpleChannelShuffleQAsymmU8, SimpleChannelShuffleTest<DataType::QAsymmU8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ChannelShuffle2DFloat32, ChannelShuffle2DTest<DataType::Float32>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ChannelShuffle2DQAsymmU8, ChannelShuffle2DTest<DataType::QAsymmU8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ChannelShuffle4DFloat32, ChannelShuffle4DTest<DataType::Float32>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ChannelShuffle4DQAsymmU8, ChannelShuffle4DTest<DataType::QAsymmU8>)
// Rsqrt
ARMNN_AUTO_TEST_CASE_WITH_THF(Rsqrt2d, Rsqrt2dTest<DataType::Float32>)
diff --git a/src/backends/reference/workloads/CMakeLists.txt b/src/backends/reference/workloads/CMakeLists.txt
index b9f477cb6d..0ab8c6b0bb 100644
--- a/src/backends/reference/workloads/CMakeLists.txt
+++ b/src/backends/reference/workloads/CMakeLists.txt
@@ -68,6 +68,9 @@ list(APPEND armnnRefBackendWorkloads_sources
RefBatchToSpaceNdWorkload.hpp
RefCastWorkload.cpp
RefCastWorkload.hpp
+ RefChannelShuffleWorkload.cpp
+ RefChannelShuffleWorkload.hpp
+ RefShapeWorkload.hpp
RefComparisonWorkload.cpp
RefComparisonWorkload.hpp
RefConcatWorkload.cpp
diff --git a/src/backends/reference/workloads/RefChannelShuffleWorkload.cpp b/src/backends/reference/workloads/RefChannelShuffleWorkload.cpp
new file mode 100644
index 0000000000..6571715c63
--- /dev/null
+++ b/src/backends/reference/workloads/RefChannelShuffleWorkload.cpp
@@ -0,0 +1,83 @@
+//
+// Copyright © 2021 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#include <backendsCommon/test/DataTypeUtils.hpp>
+#include <armnn/backends/ITensorHandleFactory.hpp>
+#include <armnnUtils/Transpose.hpp>
+#include "RefChannelShuffleWorkload.hpp"
+#include "RefWorkloadUtils.hpp"
+#include "Profiling.hpp"
+#include "Decoders.hpp"
+#include "Encoders.hpp"
+
+namespace armnn
+{
+void RefChannelShuffleWorkload::Execute() const
+{
+ Execute(m_Data.m_Inputs, m_Data.m_Outputs);
+}
+
+void RefChannelShuffleWorkload::ExecuteAsync(WorkingMemDescriptor &workingMemDescriptor)
+{
+ Execute(workingMemDescriptor.m_Inputs, workingMemDescriptor.m_Outputs);
+}
+
+// Reference implementation for channel shuffle taken from
+// https://android.googlesource.com/platform/frameworks/ml/+/refs/heads/master/nn/common/operations/ChannelShuffle.cpp
+void RefChannelShuffleWorkload::Execute(std::vector<ITensorHandle*> inputs,
+ std::vector<ITensorHandle*> outputs) const
+{
+ ARMNN_SCOPED_PROFILING_EVENT(Compute::CpuRef, "RefChannelShuffleWorkload_Execute");
+
+ const TensorInfo& inputInfo = GetTensorInfo(inputs[0]);
+ const TensorInfo& outputInfo = GetTensorInfo(outputs[0]);
+ std::unique_ptr<Decoder<float>> decoderPtr = MakeDecoder<float>(inputInfo, inputs[0]->Map());
+ Decoder<float>& decoder = *decoderPtr;
+
+ std::unique_ptr<Encoder<float>> encoderPtr = MakeEncoder<float>(outputInfo, outputs[0]->Map());
+ Encoder<float>& encoder = *encoderPtr;
+
+ auto getNumberOfElements = [](const TensorShape& tensorShape,uint32_t startAxis, uint32_t lastAxis)
+ {
+ uint32_t count = 1;
+ for (uint32_t i = startAxis; i < lastAxis; i++)
+ {
+ count *= tensorShape[i];
+ }
+ return count;
+ };
+ const TensorShape tensorShape = GetTensorInfo(inputs[0]).GetShape();
+ uint32_t channelsAxis = m_Data.m_Parameters.m_Axis; // channelsAxis to perform channel shuffle on
+
+ const uint32_t numGroups = m_Data.m_Parameters.m_NumGroups;
+ const uint32_t groupSize = tensorShape[channelsAxis] / numGroups;
+
+ uint32_t outerSize = getNumberOfElements(tensorShape, 0, channelsAxis);
+ uint32_t innerSize = getNumberOfElements(tensorShape, channelsAxis + 1, tensorShape.GetNumDimensions());
+
+ for (uint32_t outer = 0; outer < outerSize; ++outer)
+ {
+ for (uint32_t inner = 0; inner < innerSize; ++inner)
+ {
+ uint32_t decoderStep1 = outer * tensorShape[channelsAxis] * innerSize + inner;
+ decoder += decoderStep1;
+ uint32_t encoderStep1 = outer * tensorShape[channelsAxis] * innerSize + inner;
+ encoder += encoderStep1;
+ for (uint32_t i = 0; i < groupSize; i++)
+ {
+ for (uint32_t j = 0; j < numGroups; j++, encoder += innerSize, encoderStep1 += innerSize)
+ {
+ decoder += innerSize * (i + j * groupSize);
+ float decoded = decoder.Get();
+ encoder.Set(decoded);
+ decoder -= innerSize * (i + j * groupSize);
+ }
+ }
+ decoder -= decoderStep1;
+ encoder -= encoderStep1;
+ }
+ }
+}
+} \ No newline at end of file
diff --git a/src/backends/reference/workloads/RefChannelShuffleWorkload.hpp b/src/backends/reference/workloads/RefChannelShuffleWorkload.hpp
new file mode 100644
index 0000000000..0e4c4546fc
--- /dev/null
+++ b/src/backends/reference/workloads/RefChannelShuffleWorkload.hpp
@@ -0,0 +1,25 @@
+//
+// Copyright © 2021 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#pragma once
+
+#include <backendsCommon/Workload.hpp>
+#include <backendsCommon/WorkloadData.hpp>
+
+namespace armnn
+{
+
+class RefChannelShuffleWorkload : public BaseWorkload<ChannelShuffleQueueDescriptor>
+{
+public:
+ using BaseWorkload<ChannelShuffleQueueDescriptor>::BaseWorkload;
+ void Execute() const override;
+ void ExecuteAsync(WorkingMemDescriptor& workingMemDescriptor) override;
+
+private:
+ void Execute(std::vector<ITensorHandle*> inputs, std::vector<ITensorHandle*> outputs) const;
+};
+
+} // namespace armnn \ No newline at end of file
diff --git a/src/backends/reference/workloads/RefWorkloads.hpp b/src/backends/reference/workloads/RefWorkloads.hpp
index d3ae58ea15..1cf84eed9e 100644
--- a/src/backends/reference/workloads/RefWorkloads.hpp
+++ b/src/backends/reference/workloads/RefWorkloads.hpp
@@ -19,6 +19,7 @@
#include "RefBatchNormalizationWorkload.hpp"
#include "RefBatchToSpaceNdWorkload.hpp"
#include "RefCastWorkload.hpp"
+#include "RefChannelShuffleWorkload.hpp"
#include "RefComparisonWorkload.hpp"
#include "RefConvolution2dWorkload.hpp"
#include "RefConstantWorkload.hpp"